Hello,
Sexual reproduction requires the combining of genetic information from two individuals. Many species can be categorized as eukaryotes and not all reproduce through sexual reproduction. Therefore, that wouldn't be the categorizing factor for why fungi are eukaryotes. Fungi actually reproduce both sexually and asexually.
I hope this helps :)
- Shin